diff --git "a/README.md" "b/README.md" new file mode 100644--- /dev/null +++ "b/README.md" @@ -0,0 +1,4794 @@ +--- +pretty_name: Chronos datasets +annotations_creators: +- no-annotation +source_datasets: +- original +task_categories: +- time-series-forecasting +task_ids: +- univariate-time-series-forecasting +- multivariate-time-series-forecasting +license: other +dataset_info: +- config_name: dominick + features: + - name: id + dtype: string + - name: timestamp + sequence: timestamp[ms] + - name: target + sequence: float64 + - name: im_0 + dtype: int64 + splits: + - name: train + num_bytes: 477140250 + num_examples: 100014 + download_size: 60199910 + dataset_size: 477140250 + homepage: https://www.chicagobooth.edu/research/kilts/research-data/dominicks +- config_name: electricity_15min + features: + - name: id + dtype: string + - name: timestamp + sequence: timestamp[ms] + - name: consumption_kW + sequence: float64 + splits: + - name: train + num_bytes: 670989988 + num_examples: 370 + download_size: 284497403 + dataset_size: 670989988 + license: CC BY 4.0 + homepage: https://archive.ics.uci.edu/dataset/321/electricityloaddiagrams20112014 +- config_name: ercot + features: + - name: id + dtype: string + - name: timestamp + sequence: timestamp[ms] + - name: COAST + sequence: float64 + - name: EAST + sequence: float64 + - name: FAR_WEST + sequence: float64 + - name: NORTH + sequence: float64 + - name: NORTH_C + sequence: float64 + - name: SOUTHERN + sequence: float64 + - name: SOUTH_C + sequence: float64 + - name: WEST + sequence: float64 + splits: + - name: train + num_bytes: 11149535 + num_examples: 1 + download_size: 8303991 + dataset_size: 11149535 + license: MIT + homepage: >- + https://github.com/ourownstory/neuralprophet-data/raw/main/datasets_raw/energy/ +- config_name: exchange_rate + features: + - name: id + dtype: string + - name: timestamp + sequence: timestamp[ms] + - name: currency_1 + sequence: float64 + - name: currency_2 + sequence: float64 + - name: currency_3 + sequence: float64 + - name: currency_4 + sequence: float64 + - name: currency_5 + sequence: float64 + - name: currency_6 + sequence: float64 + - name: currency_7 + sequence: float64 + - name: currency_8 + sequence: float64 + splits: + - name: train + num_bytes: 546383 + num_examples: 1 + download_size: 455892 + dataset_size: 546383 + license: MIT + homepage: >- + https://github.com/laiguokun/multivariate-time-series-data/tree/master/exchange_rate +- config_name: m4_daily + features: + - name: id + dtype: string + - name: timestamp + sequence: timestamp[ms] + - name: target + sequence: float64 + - name: category + dtype: string + splits: + - name: train + num_bytes: 160504176 + num_examples: 4227 + download_size: 65546675 + dataset_size: 160504176 + homepage: https://github.com/Mcompetitions/M4-methods +- config_name: m4_hourly + features: + - name: id + dtype: string + - name: timestamp + sequence: timestamp[ms] + - name: target + sequence: float64 + - name: category + dtype: string + splits: + - name: train + num_bytes: 5985544 + num_examples: 414 + download_size: 1336971 + dataset_size: 5985544 + homepage: https://github.com/Mcompetitions/M4-methods +- config_name: m4_monthly + features: + - name: id + dtype: string + - name: timestamp + sequence: timestamp[ms] + - name: target + sequence: float64 + - name: category + dtype: string + splits: + - name: train + num_bytes: 181372969 + num_examples: 48000 + download_size: 52772258 + dataset_size: 181372969 + homepage: https://github.com/Mcompetitions/M4-methods +- config_name: m4_quarterly + features: + - name: id + dtype: string + - name: timestamp + sequence: timestamp[ms] + - name: target + sequence: float64 + - name: category + dtype: string + splits: + - name: train + num_bytes: 39205397 + num_examples: 24000 + download_size: 13422579 + dataset_size: 39205397 + homepage: https://github.com/Mcompetitions/M4-methods +- config_name: m4_weekly + features: + - name: id + dtype: string + - name: timestamp + sequence: timestamp[ms] + - name: target + sequence: float64 + - name: category + dtype: string + splits: + - name: train + num_bytes: 5955806 + num_examples: 359 + download_size: 2556691 + dataset_size: 5955806 + homepage: https://github.com/Mcompetitions/M4-methods +- config_name: m4_yearly + features: + - name: id + dtype: string + - name: timestamp + sequence: timestamp[ms] + - name: target + sequence: float64 + - name: category + dtype: string + splits: + - name: train + num_bytes: 14410042 + num_examples: 23000 + download_size: 5488601 + dataset_size: 14410042 + homepage: https://github.com/Mcompetitions/M4-methods +- config_name: m5 + features: + - name: id + dtype: string + - name: timestamp + sequence: timestamp[ms] + - name: item_id + dtype: string + - name: target + sequence: float32 + - name: dept_id + dtype: string + - name: cat_id + dtype: string + - name: store_id + dtype: string + - name: state_id + dtype: string + splits: + - name: train + num_bytes: 574062630 + num_examples: 30490 + download_size: 78063286 + dataset_size: 574062630 + homepage: https://www.kaggle.com/competitions/m5-forecasting-accuracy/rules +- config_name: mexico_city_bikes + features: + - name: id + dtype: string + - name: timestamp + sequence: timestamp[ms] + - name: target + sequence: float64 + splits: + - name: train + num_bytes: 618999406 + num_examples: 494 + download_size: 103206946 + dataset_size: 618999406 + homepage: https://ecobici.cdmx.gob.mx/en/open-data/ +- config_name: monash_australian_electricity + features: + - name: id + dtype: string + - name: timestamp + sequence: timestamp[ms] + - name: target + sequence: float64 + splits: + - name: train + num_bytes: 18484319 + num_examples: 5 + download_size: 16856156 + dataset_size: 18484319 + license: CC BY 4.0 + homepage: https://zenodo.org/communities/forecasting +- config_name: monash_car_parts + features: + - name: id + dtype: string + - name: timestamp + sequence: timestamp[ms] + - name: target + sequence: float64 + splits: + - name: train + num_bytes: 2232790 + num_examples: 2674 + download_size: 70278 + dataset_size: 2232790 + license: CC BY 4.0 + homepage: https://zenodo.org/communities/forecasting +- config_name: monash_cif_2016 + features: + - name: id + dtype: string + - name: timestamp + sequence: timestamp[ms] + - name: target + sequence: float64 + splits: + - name: train + num_bytes: 115096 + num_examples: 72 + download_size: 70876 + dataset_size: 115096 + license: CC BY 4.0 + homepage: https://zenodo.org/communities/forecasting +- config_name: monash_covid_deaths + features: + - name: id + dtype: string + - name: timestamp + sequence: timestamp[ms] + - name: target + sequence: float64 + splits: + - name: train + num_bytes: 907326 + num_examples: 266 + download_size: 58957 + dataset_size: 907326 + license: CC BY 4.0 + homepage: https://zenodo.org/communities/forecasting +- config_name: monash_electricity_hourly + features: + - name: id + dtype: string + - name: timestamp + sequence: timestamp[ms] + - name: target + sequence: float64 + splits: + - name: train + num_bytes: 135103443 + num_examples: 321 + download_size: 31139117 + dataset_size: 135103443 + license: CC BY 4.0 + homepage: https://zenodo.org/communities/forecasting +- config_name: monash_electricity_weekly + features: + - name: id + dtype: string + - name: timestamp + sequence: timestamp[ms] + - name: target + sequence: float64 + splits: + - name: train + num_bytes: 807315 + num_examples: 321 + download_size: 333563 + dataset_size: 807315 + license: CC BY 4.0 + homepage: https://zenodo.org/communities/forecasting +- config_name: monash_fred_md + features: + - name: id + dtype: string + - name: timestamp + sequence: timestamp[ms] + - name: target + sequence: float64 + splits: + - name: train + num_bytes: 1248369 + num_examples: 107 + download_size: 412207 + dataset_size: 1248369 + license: CC BY 4.0 + homepage: https://zenodo.org/communities/forecasting +- config_name: monash_hospital + features: + - name: id + dtype: string + - name: timestamp + sequence: timestamp[ms] + - name: T1 + sequence: int64 + - name: T2 + sequence: int64 + - name: T3 + sequence: int64 + - name: T4 + sequence: int64 + - name: T5 + sequence: int64 + - name: T6 + sequence: int64 + - name: T7 + sequence: int64 + - name: T8 + sequence: int64 + - name: T9 + sequence: int64 + - name: T10 + sequence: int64 + - 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name: fcst_5_dailyprecip75pct + sequence: float64 + splits: + - name: train + num_bytes: 188598927 + num_examples: 422 + download_size: 44967856 + dataset_size: 188598927 + license: CC BY 4.0 + homepage: https://zenodo.org/communities/forecasting +- config_name: monash_tourism_monthly + features: + - name: id + dtype: string + - name: timestamp + sequence: timestamp[ms] + - name: target + sequence: float64 + splits: + - name: train + num_bytes: 1755434 + num_examples: 366 + download_size: 334951 + dataset_size: 1755434 + license: CC BY 4.0 + homepage: https://zenodo.org/communities/forecasting +- config_name: monash_tourism_quarterly + features: + - name: id + dtype: string + - name: timestamp + sequence: timestamp[ms] + - name: target + sequence: float64 + splits: + - name: train + num_bytes: 688817 + num_examples: 427 + download_size: 177407 + dataset_size: 688817 + license: CC BY 4.0 + homepage: https://zenodo.org/communities/forecasting +- config_name: monash_tourism_yearly + features: + - name: id + dtype: string + - name: timestamp + sequence: timestamp[ms] + - name: target + sequence: float64 + splits: + - name: train + num_bytes: 213954 + num_examples: 518 + download_size: 81479 + dataset_size: 213954 + license: CC BY 4.0 + homepage: https://zenodo.org/communities/forecasting +- config_name: monash_traffic + features: + - name: id + dtype: string + - name: timestamp + sequence: timestamp[ms] + - name: target + sequence: float64 + splits: + - name: train + num_bytes: 241983226 + num_examples: 862 + download_size: 52748547 + dataset_size: 241983226 + license: CC BY 4.0 + homepage: https://zenodo.org/communities/forecasting +- config_name: monash_weather + features: + - name: id + dtype: string + - name: timestamp + sequence: timestamp[ms] + - name: target + sequence: float64 + - name: subset + dtype: string + splits: + - name: train + num_bytes: 688598539 + num_examples: 3010 + download_size: 133164027 + dataset_size: 688598539 + license: CC BY 4.0 + homepage: https://zenodo.org/communities/forecasting +- config_name: nn5 + features: + - 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name: location_100 + sequence: int64 + - name: location_101 + sequence: int64 + - name: location_102 + sequence: int64 + - name: location_105 + sequence: int64 + - name: location_106 + sequence: int64 + - name: location_107 + sequence: int64 + - name: location_108 + sequence: int64 + - name: location_109 + sequence: int64 + - name: location_110 + sequence: int64 + - name: location_111 + sequence: int64 + - name: location_112 + sequence: int64 + - name: location_113 + sequence: int64 + - name: location_114 + sequence: int64 + - name: location_115 + sequence: int64 + - name: location_116 + sequence: int64 + - name: location_117 + sequence: int64 + - name: location_118 + sequence: int64 + - name: location_119 + sequence: int64 + - name: location_120 + sequence: int64 + - name: location_121 + sequence: int64 + - name: location_122 + sequence: int64 + - name: location_123 + sequence: int64 + - name: location_124 + sequence: int64 + - name: location_125 + sequence: int64 + - name: location_126 + sequence: int64 + - name: location_127 + sequence: int64 + - name: location_128 + sequence: int64 + - name: location_129 + sequence: int64 + - name: location_130 + sequence: int64 + - name: location_131 + sequence: int64 + - name: location_132 + sequence: int64 + - name: location_133 + sequence: int64 + - name: location_134 + sequence: int64 + - name: location_135 + sequence: int64 + - name: location_136 + sequence: int64 + - name: location_137 + sequence: int64 + - name: location_138 + sequence: int64 + - name: location_139 + sequence: int64 + - name: location_140 + sequence: int64 + - name: location_141 + sequence: int64 + - name: location_142 + sequence: int64 + - name: location_143 + sequence: int64 + - name: location_144 + sequence: int64 + - name: location_145 + sequence: int64 + - name: location_146 + sequence: int64 + - name: location_147 + sequence: int64 + - name: location_148 + sequence: int64 + - name: location_149 + sequence: int64 + - name: location_150 + sequence: int64 + - name: location_151 + sequence: int64 + - name: location_152 + sequence: int64 + - name: location_153 + sequence: int64 + - name: location_154 + sequence: int64 + - name: location_155 + sequence: int64 + - name: location_156 + sequence: int64 + - name: location_157 + sequence: int64 + - name: location_158 + sequence: int64 + - name: location_159 + sequence: int64 + - name: location_160 + sequence: int64 + - name: location_161 + sequence: int64 + - name: location_162 + sequence: int64 + - name: location_163 + sequence: int64 + - name: location_164 + sequence: int64 + - name: location_165 + sequence: int64 + - name: location_166 + sequence: int64 + - name: location_167 + sequence: int64 + - name: location_168 + sequence: int64 + - name: location_169 + sequence: int64 + - name: location_170 + sequence: int64 + - name: location_171 + sequence: int64 + - name: location_172 + sequence: int64 + - name: location_173 + sequence: int64 + - name: location_174 + sequence: int64 + - name: location_175 + sequence: int64 + - name: location_176 + sequence: int64 + - name: location_177 + sequence: int64 + - name: location_178 + sequence: int64 + - name: location_179 + sequence: int64 + - name: location_180 + sequence: int64 + - name: location_181 + sequence: int64 + - name: location_182 + sequence: int64 + - name: location_183 + sequence: int64 + - name: location_184 + sequence: int64 + - name: location_185 + sequence: int64 + - name: location_186 + sequence: int64 + - name: location_187 + sequence: int64 + - name: location_188 + sequence: int64 + - name: location_189 + sequence: int64 + - name: location_190 + sequence: int64 + - name: location_191 + sequence: int64 + - name: location_192 + sequence: int64 + - name: location_193 + sequence: int64 + - name: location_194 + sequence: int64 + - name: location_195 + sequence: int64 + - name: location_196 + sequence: int64 + - name: location_197 + sequence: int64 + - name: location_198 + sequence: int64 + - name: location_200 + sequence: int64 + - name: location_201 + sequence: int64 + - name: location_202 + sequence: int64 + - name: location_203 + sequence: int64 + - name: location_204 + sequence: int64 + - name: location_205 + sequence: int64 + - name: location_206 + sequence: int64 + - name: location_207 + sequence: int64 + - name: location_208 + sequence: int64 + - name: location_209 + sequence: int64 + - name: location_210 + sequence: int64 + - name: location_211 + sequence: int64 + - name: location_212 + sequence: int64 + - name: location_213 + sequence: int64 + - name: location_214 + sequence: int64 + - name: location_215 + sequence: int64 + - name: location_216 + sequence: int64 + - name: location_217 + sequence: int64 + - name: location_218 + sequence: int64 + - name: location_219 + sequence: int64 + - name: location_220 + sequence: int64 + - name: location_221 + sequence: int64 + - name: location_222 + sequence: int64 + - name: location_223 + sequence: int64 + - name: location_224 + sequence: int64 + - name: location_225 + sequence: int64 + - name: location_226 + sequence: int64 + - name: location_227 + sequence: int64 + - name: location_228 + sequence: int64 + - name: location_229 + sequence: int64 + - name: location_230 + sequence: int64 + - name: location_231 + sequence: int64 + - name: location_232 + sequence: int64 + - name: location_233 + sequence: int64 + - name: location_234 + sequence: int64 + - name: location_235 + sequence: int64 + - name: location_236 + sequence: int64 + - name: location_237 + sequence: int64 + - name: location_238 + sequence: int64 + - name: location_239 + sequence: int64 + - name: location_240 + sequence: int64 + - name: location_241 + sequence: int64 + - name: location_242 + sequence: int64 + - name: location_243 + sequence: int64 + - name: location_244 + sequence: int64 + - name: location_245 + sequence: int64 + - name: location_246 + sequence: int64 + - name: location_247 + sequence: int64 + - name: location_248 + sequence: int64 + - name: location_249 + sequence: int64 + - name: location_250 + sequence: int64 + - name: location_251 + sequence: int64 + - name: location_252 + sequence: int64 + - name: location_253 + sequence: int64 + - name: location_254 + sequence: int64 + - name: location_255 + sequence: int64 + - name: location_256 + sequence: int64 + - name: location_257 + sequence: int64 + - name: location_258 + sequence: int64 + - name: location_259 + sequence: int64 + - name: location_260 + sequence: int64 + - name: location_261 + sequence: int64 + - name: location_262 + sequence: int64 + - name: location_263 + sequence: int64 + - name: location_264 + sequence: int64 + - name: location_265 + sequence: int64 + splits: + - name: train + num_bytes: 9140839 + num_examples: 1 + download_size: 943960 + dataset_size: 9140839 + homepage: https://github.com/fivethirtyeight/uber-tlc-foil-response +- config_name: ushcn_daily + features: + - name: id + dtype: string + - name: timestamp + sequence: timestamp[ms] + - name: state + dtype: string + - name: coop_id + dtype: int64 + - name: PRCP + sequence: float64 + - name: SNOW + sequence: float64 + - name: SNWD + sequence: float64 + - name: TMAX + sequence: float64 + - name: TMIN + sequence: float64 + splits: + - name: train + num_bytes: 2259905202 + num_examples: 1218 + download_size: 221089890 + dataset_size: 2259905202 + homepage: https://data.ess-dive.lbl.gov/portals/CDIAC +- config_name: weatherbench_daily + features: + - name: id + dtype: string + - name: timestamp + sequence: timestamp[ms] + - name: target + sequence: float32 + - name: latitude + dtype: float64 + - name: longitude + dtype: float64 + - name: level + dtype: float64 + - name: subset + dtype: string + splits: + - name: train + num_bytes: 39510157312 + num_examples: 225280 + download_size: 18924392742 + dataset_size: 39510157312 + license: MIT + homepage: https://github.com/pangeo-data/WeatherBench +- config_name: weatherbench_hourly_10m_u_component_of_wind + features: + - name: latitude + dtype: float64 + - name: longitude + dtype: float64 + - name: target + sequence: float32 + - name: level + dtype: float64 + - name: timestamp + sequence: timestamp[ms] + - name: subset + dtype: string + - name: id + dtype: string + splits: + - name: train + num_examples: 2048 + download_size: 7292845757 + dataset_size: 8617472000 + license: MIT + homepage: https://github.com/pangeo-data/WeatherBench +- config_name: weatherbench_hourly_10m_v_component_of_wind + features: + - name: latitude + dtype: float64 + - name: longitude + dtype: float64 + - name: target + sequence: float32 + - name: level + dtype: float64 + - name: timestamp + sequence: timestamp[ms] + - name: subset + dtype: string + - name: id + dtype: string + splits: + - name: train + num_examples: 2048 + download_size: 7292352508 + dataset_size: 8617472000 + license: MIT + homepage: https://github.com/pangeo-data/WeatherBench +- config_name: weatherbench_hourly_2m_temperature + features: + - name: latitude + dtype: float64 + - name: longitude + dtype: float64 + - name: target + sequence: float32 + - name: level + dtype: float64 + - name: timestamp + sequence: timestamp[ms] + - name: subset + dtype: string + - name: id + dtype: string + splits: + - name: train + num_examples: 2048 + download_size: 7276396852 + dataset_size: 8617453568 + license: MIT + homepage: https://github.com/pangeo-data/WeatherBench +- config_name: weatherbench_hourly_geopotential + features: + - name: latitude + dtype: float64 + - name: longitude + dtype: float64 + - name: target + sequence: float32 + - name: level + dtype: int64 + - name: timestamp + sequence: timestamp[ms] + - name: subset + dtype: string + - name: id + dtype: string + splits: + - name: train + num_examples: 26624 + download_size: 87305564613 + license: MIT + homepage: https://github.com/pangeo-data/WeatherBench +- config_name: weatherbench_hourly_potential_vorticity + features: + - name: latitude + dtype: float64 + - name: longitude + dtype: float64 + - name: target + sequence: float32 + - name: level + dtype: int64 + - name: timestamp + sequence: timestamp[ms] + - name: subset + dtype: string + - name: id + dtype: string + splits: + - name: train + num_examples: 26624 + download_size: 92426240043 + license: MIT + homepage: https://github.com/pangeo-data/WeatherBench +- config_name: weatherbench_hourly_relative_humidity + features: + - name: latitude + dtype: float64 + - name: longitude + dtype: float64 + - name: target + sequence: float32 + - name: level + dtype: int64 + - name: timestamp + sequence: timestamp[ms] + - name: subset + dtype: string + - name: id + dtype: string + splits: + - name: train + num_examples: 26624 + download_size: 94728788382 + license: MIT + homepage: https://github.com/pangeo-data/WeatherBench +- config_name: weatherbench_hourly_specific_humidity + features: + - name: latitude + dtype: float64 + - name: longitude + dtype: float64 + - name: target + sequence: float32 + - name: level + dtype: int64 + - name: timestamp + sequence: timestamp[ms] + - name: subset + dtype: string + - name: id + dtype: string + splits: + - name: train + num_examples: 26624 + download_size: 85139896451 + license: MIT + homepage: https://github.com/pangeo-data/WeatherBench +- config_name: weatherbench_hourly_temperature + features: + - name: latitude + dtype: float64 + - name: longitude + dtype: float64 + - name: target + sequence: float32 + - name: level + dtype: int64 + - name: timestamp + sequence: timestamp[ms] + - name: subset + dtype: string + - name: id + dtype: string + splits: + - name: train + num_examples: 26624 + download_size: 94081539079 + license: MIT + homepage: https://github.com/pangeo-data/WeatherBench +- config_name: weatherbench_hourly_toa_incident_solar_radiation + features: + - name: latitude + dtype: float64 + - name: longitude + dtype: float64 + - name: target + sequence: float32 + - name: level + dtype: float64 + - name: timestamp + sequence: timestamp[ms] + - name: subset + dtype: string + - name: id + dtype: string + splits: + - name: train + num_examples: 2048 + download_size: 6057953007 + license: MIT + homepage: https://github.com/pangeo-data/WeatherBench +- config_name: weatherbench_hourly_total_cloud_cover + features: + - name: latitude + dtype: float64 + - name: longitude + dtype: float64 + - name: target + sequence: float32 + - name: level + dtype: float64 + - name: timestamp + sequence: timestamp[ms] + - name: subset + dtype: string + - name: id + dtype: string + splits: + - name: train + num_examples: 2048 + download_size: 6628258398 + license: MIT + homepage: https://github.com/pangeo-data/WeatherBench +- config_name: weatherbench_hourly_total_precipitation + features: + - name: latitude + dtype: float64 + - name: longitude + dtype: float64 + - name: target + sequence: float32 + - name: level + dtype: float64 + - name: timestamp + sequence: timestamp[ms] + - name: subset + dtype: string + - name: id + dtype: string + splits: + - name: train + num_examples: 2048 + download_size: 6473160755 + license: MIT + homepage: https://github.com/pangeo-data/WeatherBench +- config_name: weatherbench_hourly_u_component_of_wind + features: + - name: latitude + dtype: float64 + - name: longitude + dtype: float64 + - name: target + sequence: float32 + - name: level + dtype: int64 + - name: timestamp + sequence: timestamp[ms] + - name: subset + dtype: string + - name: id + dtype: string + splits: + - name: train + num_examples: 26624 + download_size: 94801498563 + license: MIT + homepage: https://github.com/pangeo-data/WeatherBench +- config_name: weatherbench_hourly_v_component_of_wind + features: + - name: latitude + dtype: float64 + - name: longitude + dtype: float64 + - name: target + sequence: float32 + - name: level + dtype: int64 + - name: timestamp + sequence: timestamp[ms] + - name: subset + dtype: string + - name: id + dtype: string + splits: + - name: train + num_examples: 26624 + download_size: 94800557482 + license: MIT + homepage: https://github.com/pangeo-data/WeatherBench +- config_name: weatherbench_hourly_vorticity + features: + - name: latitude + dtype: float64 + - name: longitude + dtype: float64 + - name: target + sequence: float32 + - name: level + dtype: int64 + - name: timestamp + sequence: timestamp[ms] + - name: subset + dtype: string + - name: id + dtype: string + splits: + - name: train + num_examples: 26624 + download_size: 94720960560 + license: MIT + homepage: https://github.com/pangeo-data/WeatherBench +- config_name: weatherbench_weekly + features: + - name: id + dtype: string + - name: timestamp + sequence: timestamp[ms] + - name: target + sequence: float32 + - name: latitude + dtype: float64 + - name: longitude + dtype: float64 + - name: level + dtype: float64 + - name: subset + dtype: string + splits: + - name: train + num_bytes: 5656029184 + num_examples: 225280 + download_size: 2243012083 + dataset_size: 5656029184 + license: MIT + homepage: https://github.com/pangeo-data/WeatherBench +- config_name: wiki_daily_100k + features: + - name: id + dtype: string + - name: timestamp + sequence: timestamp[ms] + - name: target + sequence: float64 + - name: page_name + dtype: string + splits: + - name: train + num_bytes: 4389782678 + num_examples: 100000 + download_size: 592554033 + dataset_size: 4389782678 + license: CC0 + homepage: https://dumps.wikimedia.org/other/pageviews/readme.html +- config_name: wind_farms_daily + features: + - name: id + dtype: string + - name: timestamp + sequence: timestamp[ms] + - name: target + sequence: float64 + splits: + - name: train + num_bytes: 1919187 + num_examples: 337 + download_size: 598834 + dataset_size: 1919187 + license: CC BY 4.0 + homepage: https://zenodo.org/communities/forecasting +- config_name: wind_farms_hourly + features: + - name: id + dtype: string + - name: timestamp + sequence: timestamp[ms] + - name: target + sequence: float64 + splits: + - name: train + num_bytes: 45917027 + num_examples: 337 + download_size: 12333116 + dataset_size: 45917027 + license: CC BY 4.0 + homepage: https://zenodo.org/communities/forecasting +configs: +- config_name: dominick + data_files: + - split: train + path: dominick/train-* +- config_name: electricity_15min + data_files: + - split: train + path: electricity_15min/train-* +- config_name: ercot + data_files: + - split: train + path: ercot/train-* +- config_name: exchange_rate + data_files: + - split: train + path: exchange_rate/train-* +- config_name: m4_daily + data_files: + - split: train + path: m4_daily/train-* +- config_name: m4_hourly + data_files: + - split: train + path: m4_hourly/train-* +- config_name: m4_monthly + data_files: + - split: train + path: m4_monthly/train-* +- config_name: m4_quarterly + data_files: + - split: train + path: m4_quarterly/train-* +- config_name: m4_weekly + data_files: + - split: train + path: m4_weekly/train-* +- config_name: m4_yearly + data_files: + - split: train + path: m4_yearly/train-* +- config_name: m5 + data_files: + - split: train + path: m5/train-* +- config_name: mexico_city_bikes + data_files: + - split: train + path: mexico_city_bikes/train-* +- config_name: monash_australian_electricity + data_files: + - split: train + path: monash_australian_electricity/train-* +- config_name: monash_car_parts + data_files: + - split: train + path: monash_car_parts/train-* +- config_name: monash_cif_2016 + data_files: + - split: train + path: monash_cif_2016/train-* +- config_name: monash_covid_deaths + data_files: + - split: train + path: monash_covid_deaths/train-* +- config_name: monash_electricity_hourly + data_files: + - split: train + path: monash_electricity_hourly/train-* +- config_name: monash_electricity_weekly + data_files: + - split: train + path: monash_electricity_weekly/train-* +- config_name: monash_fred_md + data_files: + - split: train + path: monash_fred_md/train-* +- config_name: monash_hospital + data_files: + - split: train + path: monash_hospital/train-* +- config_name: monash_kdd_cup_2018 + data_files: + - split: train + path: monash_kdd_cup_2018/train-* +- config_name: monash_london_smart_meters + data_files: + - split: train + path: monash_london_smart_meters/train-* +- config_name: monash_m1_monthly + data_files: + - split: train + path: monash_m1_monthly/train-* +- config_name: monash_m1_quarterly + data_files: + - split: train + path: monash_m1_quarterly/train-* +- config_name: monash_m1_yearly + data_files: + - split: train + path: monash_m1_yearly/train-* +- config_name: monash_m3_monthly + data_files: + - split: train + path: monash_m3_monthly/train-* +- config_name: monash_m3_quarterly + data_files: + - split: train + path: monash_m3_quarterly/train-* +- config_name: monash_m3_yearly + data_files: + - split: train + path: monash_m3_yearly/train-* +- config_name: monash_nn5_weekly + data_files: + - split: train + path: monash_nn5_weekly/train-* +- config_name: monash_pedestrian_counts + data_files: + - split: train + path: monash_pedestrian_counts/train-* +- config_name: monash_rideshare + data_files: + - split: train + path: monash_rideshare/train-* +- config_name: monash_saugeenday + data_files: + - split: train + path: monash_saugeenday/train-* +- config_name: monash_temperature_rain + data_files: + - split: train + path: monash_temperature_rain/train-* +- config_name: monash_tourism_monthly + data_files: + - split: train + path: monash_tourism_monthly/train-* +- config_name: monash_tourism_quarterly + data_files: + - split: train + path: monash_tourism_quarterly/train-* +- config_name: monash_tourism_yearly + data_files: + - split: train + path: monash_tourism_yearly/train-* +- config_name: monash_traffic + data_files: + - split: train + path: monash_traffic/train-* +- config_name: monash_weather + data_files: + - split: train + path: monash_weather/train-* +- config_name: nn5 + data_files: + - split: train + path: nn5/train-* +- config_name: solar + data_files: + - split: train + path: solar/train-* +- config_name: solar_1h + data_files: + - split: train + path: solar_1h/train-* +- config_name: taxi_1h + data_files: + - split: train + path: taxi_1h/train-* +- config_name: taxi_30min + data_files: + - split: train + path: taxi_30min/train-* +- config_name: uber_tlc_daily + data_files: + - split: train + path: uber_tlc_daily/train-* +- config_name: uber_tlc_hourly + data_files: + - split: train + path: uber_tlc_hourly/train-* +- config_name: ushcn_daily + data_files: + - split: train + path: ushcn_daily/train-* +- config_name: weatherbench_daily + data_files: + - split: train + path: weatherbench_daily/train-* +- config_name: weatherbench_hourly_10m_u_component_of_wind + data_files: + - split: train + path: weatherbench_hourly/10m_u_component_of_wind/train-* +- config_name: weatherbench_hourly_10m_v_component_of_wind + data_files: + - split: train + path: weatherbench_hourly/10m_v_component_of_wind/train-* +- config_name: weatherbench_hourly_2m_temperature + data_files: + - split: train + path: weatherbench_hourly/2m_temperature/train-* +- config_name: weatherbench_hourly_geopotential + data_files: + - split: train + path: weatherbench_hourly/geopotential/train-* +- config_name: weatherbench_hourly_potential_vorticity + data_files: + - split: train + path: weatherbench_hourly/potential_vorticity/train-* +- config_name: weatherbench_hourly_relative_humidity + data_files: + - split: train + path: weatherbench_hourly/relative_humidity/train-* +- config_name: weatherbench_hourly_specific_humidity + data_files: + - split: train + path: weatherbench_hourly/specific_humidity/train-* +- config_name: weatherbench_hourly_temperature + data_files: + - split: train + path: weatherbench_hourly/temperature/train-* +- config_name: weatherbench_hourly_toa_incident_solar_radiation + data_files: + - split: train + path: weatherbench_hourly/toa_incident_solar_radiation/train-* +- config_name: weatherbench_hourly_total_cloud_cover + data_files: + - split: train + path: weatherbench_hourly/total_cloud_cover/train-* +- config_name: weatherbench_hourly_total_precipitation + data_files: + - split: train + path: weatherbench_hourly/total_precipitation/train-* +- config_name: weatherbench_hourly_u_component_of_wind + data_files: + - split: train + path: weatherbench_hourly/u_component_of_wind/train-* +- config_name: weatherbench_hourly_v_component_of_wind + data_files: + - split: train + path: weatherbench_hourly/v_component_of_wind/train-* +- config_name: weatherbench_hourly_vorticity + data_files: + - split: train + path: weatherbench_hourly/vorticity/train-* +- config_name: weatherbench_weekly + data_files: + - split: train + path: weatherbench_weekly/train-* +- config_name: wiki_daily_100k + data_files: + - split: train + path: wiki_daily_100k/train-* +- config_name: wind_farms_daily + data_files: + - split: train + path: wind_farms_daily/train-* +- config_name: wind_farms_hourly + data_files: + - split: train + path: wind_farms_hourly/train-* +--- + +# Chronos datasets + +Time series datasets used for training and evaluation of the [Chronos](https://github.com/amazon-science/chronos-forecasting) forecasting models. + +Note that some Chronos datasets that rely on a custom builder script are available in the companion repo [`autogluon/chronos_datasets_extra`](https://huggingface.co/datasets/autogluon/chronos_datasets_extra). + +See the [paper](https://arxiv.org/abs/2403.07815) for more information. + +## Data format and usage + +All datasets satisfy the following high-level schema: +- Each dataset row corresponds to a single (univariate or multivariate) time series. +- There exists one column with name `id` and type `string` that contains the unique identifier of each time series. +- There exists one column of type `Sequence` with dtype `timestamp[ms]`. This column contains to the timestamps of the observations. +- There exists at least one column of type `Sequence` with numeric (`float`, `double`, or `int`) dtype. These columns can be interpreted as target time series. +- All columns of type `Sequence` have same length. +- Remaining columns of types other than `Sequence` (e.g., `string` or `float`) can be interpreted as static covariates. + +Datasets can be loaded using the 🤗 [`datasets`](https://huggingface.co/docs/datasets/en/index) library +```python +import datasets + +ds = datasets.load_dataset("autogluon/chronos_datasets", "m4_daily", split="train") +ds.set_format("numpy") # sequences returned as numpy arrays +``` + +> **NOTE:** The `train` split of all datasets contains the full time series and has no relation to the train/test split used in the Chronos paper. + + +Example entry in the `m4_daily` dataset +```python +>>> ds[0] +{'id': 'T000000', + 'timestamp': array(['1994-03-01T12:00:00.000', '1994-03-02T12:00:00.000', + '1994-03-03T12:00:00.000', ..., '1996-12-12T12:00:00.000', + '1996-12-13T12:00:00.000', '1996-12-14T12:00:00.000'], + dtype='datetime64[ms]'), + 'target': array([1017.1, 1019.3, 1017. , ..., 2071.4, 2083.8, 2080.6], dtype=float32), + 'category': 'Macro'} +``` + +### Converting to pandas +We can easily convert data in such format to a long format data frame +```python +def to_pandas(ds: datasets.Dataset) -> "pd.DataFrame": + """Convert dataset to long data frame format.""" + sequence_columns = [col for col in ds.features if isinstance(ds.features[col], datasets.Sequence)] + return ds.to_pandas().explode(sequence_columns).infer_objects() +``` +Example output +```python +>>> print(to_pandas(ds).head()) + id timestamp target category +0 T000000 1994-03-01 12:00:00 1017.1 Macro +1 T000000 1994-03-02 12:00:00 1019.3 Macro +2 T000000 1994-03-03 12:00:00 1017.0 Macro +3 T000000 1994-03-04 12:00:00 1019.2 Macro +4 T000000 1994-03-05 12:00:00 1018.7 Macro +``` + + +### Dealing with large datasets +Note that some datasets, such as subsets of WeatherBench, are extremely large (~100GB). To work with them efficiently, we recommend either loading them from disk (files will be downloaded to disk, but won't be all loaded into memory) +```python +ds = datasets.load_dataset("autogluon/chronos_datasets", "weatherbench_daily", keep_in_memory=False) +``` +or, for the largest datasets like `weatherbench_hourly_temperature`, reading them in streaming format (chunks will be downloaded one at a time) +```python +ds = datasets.load_dataset("autogluon/chronos_datasets", "weatherbench_hourly_temperature", streaming=True) +``` + +## License +Different datasets available in this collection are distributed under different open source licenses. Please see `ds.info.license` and `ds.info.homepage` for each individual dataset. + +## Citation + +If you find these datasets useful for your research, please consider citing the associated paper: +```markdown +@article{ansari2024chronos, + author = {Ansari, Abdul Fatir and Stella, Lorenzo and Turkmen, Caner and Zhang, Xiyuan and Mercado, Pedro and Shen, Huibin and Shchur, Oleksandr and Rangapuram, Syama Syndar and Pineda Arango, Sebastian and Kapoor, Shubham and Zschiegner, Jasper and Maddix, Danielle C. and Wang, Hao and Mahoney, Michael W. and Torkkola, Kari and Gordon Wilson, Andrew and Bohlke-Schneider, Michael and Wang, Yuyang}, + title = {Chronos: Learning the Language of Time Series}, + journal = {arXiv preprint arXiv:2403.07815}, + year = {2024} +} +```